Measure Theory and Probability Theory

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I have often been curious about the proofs in my Statistical Inference class, but often I have been told that it is not important to know all the details. I have looked into some of the proofs and found that Measure Theory plays a big role in probability. I will be taking Measure Theory soon.

What are some good books that go more in depth regarding these two topics?